{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d6226d71-f608-4b92-bcb9-1efc15c07862",
   "metadata": {},
   "source": [
    "# 机器学习的几个重要概念"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f7cc46f-205f-44cf-b68d-ca27b5e05ce8",
   "metadata": {},
   "source": [
    "# 回忆上一周的Pandas read_csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef612958-123c-4231-8c7e-b68c81f342b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "8d4bbfcd-16d3-4e3e-9703-7acad39c659e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"C:/work/Salary_Data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "272ce28b-b1e7-4c65-9d25-751dd1249ed6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of     YearsExperience  Salary\n",
       "0               0.3   9.050\n",
       "1               0.6   9.150\n",
       "2               0.8  10.700\n",
       "3               1.1   9.825\n",
       "4               1.3  11.550\n",
       "5               1.5   9.425\n",
       "6               2.0  10.875\n",
       "7               2.2   9.950\n",
       "8               2.9  14.150\n",
       "9               3.0  15.025\n",
       "10              3.2  13.600\n",
       "11              3.2  16.100\n",
       "12              3.7  14.275\n",
       "13              3.9  15.800\n",
       "14              4.0  13.925\n",
       "15              4.0  14.225\n",
       "16              4.1  14.250\n",
       "17              4.5  15.275\n",
       "18              4.9  16.975\n",
       "19              5.1  16.500\n",
       "20              5.3  20.750\n",
       "21              5.9  20.325\n",
       "22              6.0  23.475\n",
       "23              6.8  22.925\n",
       "24              7.1  24.550\n",
       "25              7.9  25.325\n",
       "26              8.2  28.450\n",
       "27              8.7  27.350\n",
       "28              9.0  26.375\n",
       "29              9.5  29.225\n",
       "30              9.6  28.150\n",
       "31             10.3  30.575\n",
       "32             10.5  30.450>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bf3c90a2-fa84-491f-9fbd-a325886b8b6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HAJCU8AEAJCV8ANOVShGFwthVKlW7GiCHhA8AIKm3VbsAoEaMdzmmdjumPm5oSFsPkFvCBzBm5cqZYy0tk4+zLF0tQK6ZdgEAktL5AMaMjIz9LJUmOx4DA6ZbgLITPoAxs4WMhgbhAyg70y7A/LkdF1gEnQ9guoYGi0uBihI+gLlzOy5QBsIHMHduxwXKwJoPACApnQ9g7tyOC5SB8MHSUCpNThmMjPiyXCi34wJlYNoFAEhK54N8c3dGZbgdF1gE4YN8c3cGQM0x7QIAJCV8kG8jI2PXwMDk2MDA5HgKtiIHmMa0C/nm7gyAmiN8QKVY7AowK+GDpaEad2dY7AowK2s+AICkdD6gUmxFDjAr4QMqxWJXgFmZdgEAkhI+oNLGF7tmWeW7HvYUAeqA8AEAJGXNB+SBPUWAOiJ8QB7YUwSoI/Oedjlx4kTs2LEj2tvbo1AoxJNPPjnt9bvuuisKhcK0673vfW+56oWZrHMAqCvzDh+lUimuv/766Onpecv3fOADH4jXX3994vra1762qCKBn6EWDtADmKN5T7ts3749tm/fftn3FIvFaG1tXXBRMCfWOUyypwhQRypyt8uxY8di9erV8c53vjM+8YlPxLlz5yrxZ1jqVq4cu6aubWhpmRwHoCaVfcHp9u3b4yMf+UisW7cuent741Of+lS8//3vj1OnTkWxWJzx/tHR0RgdHZ14PjQ0VO6SYOmoxgF6APNU9vDx0Y9+dOLxhg0bYuPGjbFu3br46le/GnfccceM93d3d8dnPvOZcpfBUuDsFIC6VPFNxtra2mLdunXxve99b9bX9+7dG4ODgxNXX19fpUsiL8bXNEwNG7ONAVBTKr7Px49+9KPo6+uLtra2WV8vFouzTscAAPk07/AxMjISr7zyysTz3t7eOH36dKxatSpWrVoV+/bti9/+7d+Otra2+MEPfhAPP/xwXH311fHhD3+4rIXDBOscAOrKvMPHiy++GLfddtvE8z179kRExM6dO+PgwYNx5syZ+OIXvxg//vGPo62tLW677bY4cuRINDY2lq9qAKBuFbKstv4v49DQUDQ3N8fg4GA0NTVVuxwAYA7m8/3tVFsAICnhAxajXOfKOJ8GWEKED6gGYQNYwip+qy2UXak0uX36yEh19vQo57kyPx0+lur5NMCSIXzAQsx2dszUM2beah33bKFl6r+b6+8BqGPCB/UjD6fYOvAOQPigjiy021AJlTxXxvk0QM4JH7AQs4WDuZwpMx5azp2LeMc7xh5///tj/248xDibBsg54YP64RRbgFwQPqgfC+02VNJ8z5WZbepovAMSYYEpsCTY5wMASErng/qzkFNsa2FvkPG/PV6PqSNgiRI+IKVanDoCSEz4IN/ysDcIQM4IH+RbLe0NMtVCpo4AcsKCUwAgKZ0P8s0CT4CaI3yQbxZ4AtQc0y4AQFI6HywNFngC1AydDwAgKeEDAEhK+AAAkhI+AICkhA8AICnhAwBISvgAAJISPgCApIQPACAp4QMASEr4AACSEj4AgKSEDwAgKeEDAEhK+AAAkhI+AICkhA8AICnhAwBISvgAAJISPgCApIQPACAp4QMASEr4AACSEj5qVakUUSiMXaVStasBgLIRPgCApN5W7QL4KeNdjqndjqmPGxrS1gMAZSZ81JqVK2eOtbRMPs6ydLUAQAWYdgEAktL5qDUjI2M/S6XJjsfAgOkWAHJD+Kg1s4WMhgbhA4DcMO0CACSl81GrGhosLgUgl3Q+AICkhA8AICnhg5ls7Q5ABQkfAEBSFpwyydbuACQgfCxWqTS5JfrISH1/QdvaHYAETLsAAEnpfCxUHqcobO0OQALCx0LlcYrC1u4AJGDaBQBISudjofI8RWFrdwAqSPhYKFMUALAgpl0AgKR0PhbLFAUAzIvOBwCQ1LzDx4kTJ2LHjh3R3t4ehUIhnnzyyWmvZ1kW+/bti/b29li+fHls2bIlzp49W656AYA6N+/wUSqV4vrrr4+enp5ZX9+/f38cOHAgenp64uTJk9Ha2hpbt26N4eHhRRdLDXHyLQALNO81H9u3b4/t27fP+lqWZfGXf/mX8cgjj8Qdd9wRERH/8A//EC0tLXH48OG45557FlctAFD3yrrmo7e3N/r7+2Pbtm0TY8ViMTZv3hzPP/98Of9UfavnrkGpNHldbgwA3kJZ73bp7++PiIiWqduM/+T5q6++Ouu/GR0djdHR0YnnQ0ND5SyJcsvjtvIAJFWRu10KhcK051mWzRgb193dHc3NzRPX2rVrK1FSbdA1AIDyho/W1taImOyAjDt37tyMbsi4vXv3xuDg4MTV19dXzpJqy8qVY9fUz6KlZXK8HoyMjF0DA5NjAwOT4wDwM5Q1fKxfvz5aW1vj6NGjE2MXLlyI48ePx6ZNm2b9N8ViMZqamqZd1LDxLeSnbiM/2xgAvIV5r/kYGRmJV155ZeJ5b29vnD59OlatWhXXXHNNdHZ2RldXV3R0dERHR0d0dXXFihUr4s477yxr4XUpz4fRAcAczTt8vPjii3HbbbdNPN+zZ09EROzcuTP+/u//Ph588MF444034r777ovz58/HTTfdFM8880w0NjaWr+p6lafD6GwrD8ACFbKstr5BhoaGorm5OQYHB/M7BVMqTa7xGBlZePgo1+8BgEWaz/e3g+WqQdcAgCVM+KhH47fl/vQtu+N0QACoYcJHPbLRFwB1rCKbjOVGPW+DDgA1aumEjzwFCRt9AVDHTLvMptbXVOTpll0Alpz8h4+FBAlrKgCgYvIfPvIcJNyyC0Adyn/4WAjboANAxeQ/fCwkSFhTAQAVk//wIUgAQE3Jf/hYDGsqAKDslk74ECQAoCYsnU3GAICaIHwAAEkJHwBAUsIHAJCU8AEAJCV8AABJCR8AQFLCBwCQlPABACQlfAAASQkfAEBSNXe2S/aT81eGhoaqXAkAMFfj39vZHM5Rq7nwMTw8HBERa9eurXIlAMB8DQ8PR3Nz82XfU8jmElESunTpUrz22mvR2NgYhULhLd83NDQUa9eujb6+vmhqakpY4dLg8608n3Fl+Xwry+dbefX2GWdZFsPDw9He3h5XXHH5VR011/m44oorYs2aNXN+f1NTU138l1KvfL6V5zOuLJ9vZfl8K6+ePuOf1fEYZ8EpAJCU8AEAJFW34aNYLManP/3pKBaL1S4ll3y+leczriyfb2X5fCsvz59xzS04BQDyrW47HwBAfRI+AICkhA8AICnhAwBIqi7Dx9/+7d/G+vXr46qrroobbrghvvnNb1a7pNzo7u6OG2+8MRobG2P16tVx++23x8svv1ztsnKru7s7CoVCdHZ2VruUXPmv//qv+NjHPhZvf/vbY8WKFfErv/IrcerUqWqXlQsXL16MP/uzP4v169fH8uXL4x3veEf8+Z//eVy6dKnapdWtEydOxI4dO6K9vT0KhUI8+eST017Psiz27dsX7e3tsXz58tiyZUucPXu2OsWWSd2FjyNHjkRnZ2c88sgj8e1vfzt+/dd/PbZv3x4//OEPq11aLhw/fjx27doVL7zwQhw9ejQuXrwY27Zti1KpVO3ScufkyZNx6NChuO6666pdSq6cP38+3ve+98XP/dzPxde//vX4zne+E3/xF38RP//zP1/t0nLh0UcfjS984QvR09MT//mf/xn79++Pz3/+8/HXf/3X1S6tbpVKpbj++uujp6dn1tf3798fBw4ciJ6enjh58mS0trbG1q1bJ85Cq0tZnfm1X/u17N577502du2112af/OQnq1RRvp07dy6LiOz48ePVLiVXhoeHs46Ojuzo0aPZ5s2bswceeKDaJeXGQw89lN1yyy3VLiO3PvjBD2Z33333tLE77rgj+9jHPlalivIlIrInnnhi4vmlS5ey1tbW7HOf+9zE2P/93/9lzc3N2Re+8IUqVFgeddX5uHDhQpw6dSq2bds2bXzbtm3x/PPPV6mqfBscHIyIiFWrVlW5knzZtWtXfPCDH4zf/M3frHYpufPUU0/Fxo0b4yMf+UisXr063vOe98Tf/d3fVbus3LjlllviX//1X+O73/1uRET8x3/8Rzz33HPxW7/1W1WuLJ96e3ujv79/2vdesViMzZs31/X3Xs0dLHc5//M//xNvvvlmtLS0TBtvaWmJ/v7+KlWVX1mWxZ49e+KWW26JDRs2VLuc3Hj88cfj3//93+PkyZPVLiWXvv/978fBgwdjz5498fDDD8e3vvWt+KM/+qMoFovxB3/wB9Uur+499NBDMTg4GNdee20sW7Ys3nzzzfjsZz8bv/d7v1ft0nJp/Ltttu+9V199tRollUVdhY9xhUJh2vMsy2aMsXi7d++Ol156KZ577rlql5IbfX198cADD8QzzzwTV111VbXLyaVLly7Fxo0bo6urKyIi3vOe98TZs2fj4MGDwkcZHDlyJL70pS/F4cOH493vfnecPn06Ojs7o729PXbu3Fnt8nIrb997dRU+rr766li2bNmMLse5c+dmpEIW5/7774+nnnoqTpw4EWvWrKl2Oblx6tSpOHfuXNxwww0TY2+++WacOHEienp6YnR0NJYtW1bFCutfW1tbvOtd75o29ku/9EvxT//0T1WqKF/+9E//ND75yU/G7/7u70ZExC//8i/Hq6++Gt3d3cJHBbS2tkbEWAekra1tYrzev/fqas3HlVdeGTfccEMcPXp02vjRo0dj06ZNVaoqX7Isi927d8eXv/zl+MY3vhHr16+vdkm58hu/8Rtx5syZOH369MS1cePG+P3f//04ffq04FEG73vf+2bcHv7d73431q1bV6WK8uV///d/44orpn91LFu2zK22FbJ+/fpobW2d9r134cKFOH78eF1/79VV5yMiYs+ePfHxj388Nm7cGDfffHMcOnQofvjDH8a9995b7dJyYdeuXXH48OH4yle+Eo2NjRNdpubm5li+fHmVq6t/jY2NM9bPNDQ0xNvf/nbrasrkj//4j2PTpk3R1dUVv/M7vxPf+ta34tChQ3Ho0KFql5YLO3bsiM9+9rNxzTXXxLvf/e749re/HQcOHIi777672qXVrZGRkXjllVcmnvf29sbp06dj1apVcc0110RnZ2d0dXVFR0dHdHR0RFdXV6xYsSLuvPPOKla9SNW92WZh/uZv/iZbt25dduWVV2a/+qu/6jbQMoqIWa/HHnus2qXllltty++f//mfsw0bNmTFYjG79tprs0OHDlW7pNwYGhrKHnjggeyaa67Jrrrqquwd73hH9sgjj2Sjo6PVLq1uPfvss7P+7+7OnTuzLBu73fbTn/501tramhWLxezWW2/Nzpw5U92iF6mQZVlWpdwDACxBdbXmAwCof8IHAJCU8AEAJCV8AABJCR8AQFLCBwCQlPABACQlfAAASQkfAEBSwgcAkJTwAQAkJXwAAEn9P4RJxh3yxSS/AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = df[\"YearsExperience\"]\n",
    "y = df[\"Salary\"]\n",
    "\n",
    "s=plt.scatter(x,y,color='red',marker='+')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "47465b84-f3dd-4c4b-9bc6-d7c65aeca841",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24037 (\\N{CJK UNIFIED IDEOGRAPH-5DE5}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 36164 (\\N{CJK UNIFIED IDEOGRAPH-8D44}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 65288 (\\N{FULLWIDTH LEFT PARENTHESIS}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 21315 (\\N{CJK UNIFIED IDEOGRAPH-5343}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 65289 (\\N{FULLWIDTH RIGHT PARENTHESIS}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 20316 (\\N{CJK UNIFIED IDEOGRAPH-4F5C}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24180 (\\N{CJK UNIFIED IDEOGRAPH-5E74}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 38480 (\\N{CJK UNIFIED IDEOGRAPH-9650}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 39044 (\\N{CJK UNIFIED IDEOGRAPH-9884}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 27979 (\\N{CJK UNIFIED IDEOGRAPH-6D4B}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 30495 (\\N{CJK UNIFIED IDEOGRAPH-771F}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 23454 (\\N{CJK UNIFIED IDEOGRAPH-5B9E}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 25454 (\\N{CJK UNIFIED IDEOGRAPH-636E}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_pred(w, b):\n",
    "  y_pred = x*w + b\n",
    "  plt.plot(x, y_pred, color=\"blue\", label=\"预测\")\n",
    "  plt.scatter(x, y, marker=\"x\", color=\"red\", label=\"真实数据\")\n",
    "  plt.title(\"工作年限-工资\")\n",
    "  plt.xlabel(\"年限\")\n",
    "  plt.ylabel(\"工资（千）\")\n",
    "  plt.xlim([0, 12])\n",
    "  plt.ylim([-60, 140])\n",
    "  plt.legend()\n",
    "  plt.show()\n",
    "\n",
    "plot_pred(-5, -30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "e97b29c6-c955-4dea-ade5-d947bff9d03f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c184bd052cb14c5e894d7177a03a607e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=0, description='w', min=-100), IntSlider(value=0, description='b', min=-…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<function __main__.plot_pred(w, b)>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from ipywidgets import interact\n",
    "\n",
    "interact(plot_pred, w=(-100, 100, 1), b=(-100, 100, 1))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94251395-8c70-4c00-8ebe-a5408a6ef178",
   "metadata": {},
   "source": [
    "## Loss Function - 损失函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "947d7b36-76c9-4a1d-b9d6-3bb9e93a60f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_cost(x, y, w, b):\n",
    "  y_pred = w*x + b\n",
    "  cost = (y - y_pred)**2\n",
    "  cost = cost.sum() / len(x)\n",
    "\n",
    "  return cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0e0e6d5c-4e0a-40f1-a49a-00eb053ffced",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MuXjx4lXft6yszCbmyu9TUVGBhoaGG8aUllqLhStbin5OpVJJo+KaN3vlplTg/qaFWPl4jIiIHMHnh60NDA9Hht60oaQj3PY8QkIIGI1G9OzZE1qtFjt27JCOmUwm7Nu3D+PGjQMAREZGwsPDwyamuLgYOTk5UkxUVBT0ej0OHTokxRw8eBB6vd4mJicnB8XFxVLM9u3boVKpEBkZKcXs37/fZkj99u3bodPp0KNHj9s9bbvxcFOz4t5TpSivNsqcDRER0fWdv1SDg9LcQfI/FgNaWQj96U9/wnfffYe8vDxkZ2fjz3/+M/bu3Ys5c+ZAoVBg8eLFePnll5GUlIScnBzMmzcPnTp1wuzZswEAGo0GTz/9NJYuXYpdu3YhMzMTTzzxBIYMGYL77rsPADBw4EBMmTIF8+fPR1paGtLS0jB//nzExsaif//+AICYmBgMGjQIcXFxyMzMxK5du/D8889j/vz5UgvO7NmzoVKpMG/ePOTk5CApKQkvv/wylixZYhcVaFvpG+yDYWFd0GgR+CqLcwoREZH9an56Mb5vIHRd5Js7yEZrhqI99dRTIjw8XHh6eorAwEAxceJEsX37dum4xWIRy5cvF1qtVqhUKnH33XeL7Oxsm/eoq6sT8fHxwt/fX6jVahEbGyvy8/NtYi5duiTmzJkjfHx8hI+Pj5gzZ46oqKiwiTl//ryYNm2aUKvVwt/fX8THx9sMlRdCiKNHj4rx48cLlUoltFqtWLFiRauGzgthv8Pnf+6jA7ki/IXNYsq/9sudChER0TU1mi0i6uWdIvyFzeLrrMKbv+A2tfT+rRCCs/HdiMFggEajgV6vt9v+QpW1Joz++y6YzBZsWXQXBus0cqdERERkY//pMjz5/iFo1B44+KeJ8PJo32HzLb1/c60xJ9ClkycmNc0ptDGjUOZsiIiIrvZ502OxmcN17V4EtQYLISfRPKfQl5xTiIiI7Iy+tgHfHrOO5H4k0r7m52Mh5CTG9w1AkI8Kl2tM2HXi6ukHiIiI5PL1D9YP6QO0PojoZl/dTFgIOQl3N6XUKvTpYfudBJKIiFxP82OxR0aG2d3IbRZCTuTRkdbmxv2ny1Csr5M5GyIiIuBkiQFHC/TwcFPg/uG6m7+gg7EQciI9Arwxuqc/LALYyJmmiYjIDnx+2Ho/mjggGF07q24S3fFYCDmZWU2tQp8dLoDFwpkRiIhIPqZGC77MtI5mfmSkfcwkfSUWQk7mF0NC4KNyR/7lWqTlXpI7HSIicmG7T5biUo0JgT4qRPcLlDuda2Ih5GTUnm6Y3vQM9rN0dpomIiL5fJFhvQ89OKIb3N3ss+Swz6zotjR3mt6WUwJ9XYPM2RARkSsqrarHnlNlAOxv7qCfYyHkhIaFatA/2AfGRgu+/oELsRIRUcdLOlIIs0VgRPcu6BPUWe50rouFkBNSKBR4dFRTp2k+HiMiog4mhJDmtHtkpP22BgEshJzWA3d0g4ebAtmFehwvMsidDhERuZD0vAqcK6tBJ083TB9mf3MH/RwLISfl7/3TQqyfcaZpIiLqQImH8gEA04fq0FnlLnM2N8ZCyIk1d5pOyixEfYNZ5myIiMgV6GsbsCW7GADw2Gj7fiwGsBByauP7BkKn8YK+rgE7jnMhViIian9f/VAIY6MF/YN9MDysi9zp3BQLISfmplRIC7Hy8RgREbU3IQQ2HLLebx4bbX8LrF4LCyEn93DT3A0pZ8tRUFErczZEROTMsgv1OFFsgKe7Eg/c0U3udFqEhZCT6961E8b17gohflr4joiIqD00twZNjdCiSydPmbNpGRZCLmBW85xChy/AzIVYiYioHdQYG/F1lnWB1cdGdZc5m5ZjIeQCJg/Wwq+TB4r19dh3ulTudIiIyAltOVqMGpMZPbp2wthe/nKn02IshFyAl4cbHhph7TT9v4PsNE1ERG1vQ7p17qBZo7o7RCfpZiyEXMRjo63NlLtPXkSJvl7mbIiIyJmcKqlCZn4l3JUKPBTpGJ2km7EQchF9gjpjdE9/WASH0hMRUdtKbGoNmjgwCEE+XjJn0zoshFzI7KZWoU/T2WmaiIjaRn2DGUmZjtdJuhkLIRcyJUILjdoDhZV12H+mTO50iIjICXx7rASVtQ0I0Xjh7n6BcqfTaiyEXIhtp+l8mbMhIiJnkNg0d9AjI8PgpnScTtLNWAi5mMebFsDbfbKUnaaJiOi25JXXIPXcJSgUwKMjQ+VO55awEHIxfYN9MKqHH8wWgc/ZaZqIiG5DYrr1PjK+byBC/TrJnM2tYSHkgh5v6jSdyE7TRER0i4yNZukD9ZwxjtdJuhkLIRf0iyEhUqfp79hpmoiIbsG3xy7iUo0Jwb4qTBwQJHc6t4yFkAvy8nDDgyOsE15tOMRO00RE1HqfpJ0HYB0y7+7muOWE42ZOt6X58djOE6UoNbDTNBERtdzZ0ioczL0MpQJ4rGkQjqNiIeSi+gX7YGR4U6fpjAK50yEiIgfyycHmmaSDEaJRy5zN7WEh5MKaW4U2HMqHhZ2miYioBepMZmxs+gDtyJ2km7EQcmHThobA18sdBRV1+O5sudzpEBGRA9h8tAiG+kaE+qlxd1/Hm0n6SiyEXJi107R1AqyPmzq9ERER3UjzY7HZY7pD6YAzSV+pVYVQQkICRo0aBR8fHwQFBeH+++/HqVOnbGLmzZsHhUJhs40dO9Ymxmg0YuHChQgICIC3tzdmzJiBggLbfioVFRWIi4uDRqOBRqNBXFwcKisrbWLy8/Mxffp0eHt7IyAgAIsWLYLJZLKJyc7ORnR0NNRqNbp164aVK1dCCD4GavbEWGuz5q4TF1FUWSdzNkREZM9yCvXIulAJDzcFHol07E7SzVpVCO3btw/PPfcc0tLSsGPHDjQ2NiImJgY1NTU2cVOmTEFxcbG0bd261eb44sWLkZSUhMTERKSkpKC6uhqxsbEwm81SzOzZs5GVlYXk5GQkJycjKysLcXFx0nGz2Yxp06ahpqYGKSkpSExMxMaNG7F06VIpxmAwYNKkSdDpdEhPT8fatWuxevVqrFmzplU/JGfWJ8gHUb26wiI4lJ6IiG7sf033icmDtQj0UcmcTRsRt6G0tFQAEPv27ZP2zZ07V8ycOfO6r6msrBQeHh4iMTFR2ldYWCiUSqVITk4WQghx/PhxAUCkpaVJMampqQKAOHnypBBCiK1btwqlUikKCwulmA0bNgiVSiX0er0QQoh169YJjUYj6uvrpZiEhASh0+mExWJp0Tnq9XoBQHpPZ7T5hyIR/sJmMfKlHcLYYJY7HSIiskNV9Q1i0F+3ifAXNosDZ8vlTuemWnr/vq0+Qnq9HgDg7+9vs3/v3r0ICgpCv379MH/+fJSWlkrHMjIy0NDQgJiYGGmfTqdDREQEDhw4AABITU2FRqPBmDFjpJixY8dCo9HYxERERECn00kxkydPhtFoREZGhhQTHR0NlUplE1NUVIS8vLxrnpPRaITBYLDZnF3M4GAE+qhQVmXE9uMlcqdDRER26MvMQtSYzOgV6I2xvfxv/gIHccuFkBACS5YswV133YWIiAhp/9SpU/HJJ59g9+7deO2115Ceno4JEybAaDQCAEpKSuDp6Qk/Pz+b9wsODkZJSYkUExR09XTdQUFBNjHBwcE2x/38/ODp6XnDmOavm2OulJCQIPVL0mg0CAtzjmegN+LhppSG0v83lZ2miYjIlhBC6iQ9Z0w4FArH7yTd7JYLofj4eBw9ehQbNmyw2T9r1ixMmzYNERERmD59OrZt24bTp09jy5YtN3w/IYTND/ZaP+S2iBFNHaWvdxGXLVsGvV4vbRcuuMYK7Y+PDoObUoGDuZdx5mKV3OkQEZEdybxQiRPFBqjclXioaYkmZ3FLhdDChQvx9ddfY8+ePQgNDb1hbEhICMLDw3HmzBkAgFarhclkQkVFhU1caWmp1Fqj1Wpx8eLFq96rrKzMJubKVp2Kigo0NDTcMKb5Md2VLUXNVCoVfH19bTZXEKJR476B1lY4DqUnIqKf+yTN2hoUO1SHLp08Zc6mbbWqEBJCID4+Hps2bcLu3bvRs2fPm77m0qVLuHDhAkJCQgAAkZGR8PDwwI4dO6SY4uJi5OTkYNy4cQCAqKgo6PV6HDp0SIo5ePAg9Hq9TUxOTg6Ki4ulmO3bt0OlUiEyMlKK2b9/v82Q+u3bt0On06FHjx6tOXWX8MTYcADApiOFqDE2ypwNERHZg8paEzYfLQIAzBnr+DNJX6lVhdBzzz2Hjz/+GP/73//g4+ODkpISlJSUoK7OOv9MdXU1nn/+eaSmpiIvLw979+7F9OnTERAQgAceeAAAoNFo8PTTT2Pp0qXYtWsXMjMz8cQTT2DIkCG47777AAADBw7ElClTMH/+fKSlpSEtLQ3z589HbGws+vfvDwCIiYnBoEGDEBcXh8zMTOzatQvPP/885s+fL7XizJ49GyqVCvPmzUNOTg6SkpLw8ssvY8mSJU71fLOt3Nk7AD0DvFFlbMRXWUVyp0NERHbg88MFMDZaMDDEF3eEdZE7nbbXmqFoAK65rV+/XgghRG1trYiJiRGBgYHCw8NDdO/eXcydO1fk5+fbvE9dXZ2Ij48X/v7+Qq1Wi9jY2KtiLl26JObMmSN8fHyEj4+PmDNnjqioqLCJOX/+vJg2bZpQq9XC399fxMfH2wyVF0KIo0ePivHjxwuVSiW0Wq1YsWJFi4fOC+Eaw+d/7p39P4rwFzaLKf/a36qfExEROR+z2SLG/2O3CH9hs9hw8Lzc6bRKS+/fCiE4zfKNGAwGaDQa6PV6l+gvVFlrwpiXd8HYaMHGZ8YhMtzv5i8iIiKntOdkKX75QTp8vdxx8E/3Qe3pJndKLdbS+zfXGiMbXTp5YsYw69xM7DRNROTaPkzNAwA8OjLMoYqg1mAhRFeJi7J2mt5ytBiXa0w3iSYiImeUV16DvafKoFD8NJjGGbEQoqsMDe2CoaEamMwWfHbYNeZRIiIiW81PBaL7BaJHgLfM2bQfFkJ0Tc3V/ycHz8NsYTcyIiJXUmcySx+E50b1kDeZdsZCiK5p+lAdNGoPXLhch32nS2/+AiIichpfZRXCUN+I7v6dEN0vUO502hULIbomtacbZo2yrrO2/vs8eZMhIqIOI4TAh03rTsaNDYdS6dzz7rEQouuKGxsOhQL47kw5zpZWy50OERF1gMPnK3Ci2AAvDyUeGXnjZbScAQshuq4w/06YOMC6JttHTUMoiYjIuX3U1Bo0c1g3p1tX7FpYCNEN/fLOHgCAjRkFqKpvkDcZIiJqV6WGemzLtq7h2TyVirNjIUQ3NK53V/QN6owakxlfZBTInQ4REbWj/x3KR6NFYGS4HyK6aeROp0OwEKIbUigUeHJcDwDAhwfyYOFQeiIip9RgtuB/B/MBuE5rEMBCiFrgwTu6wcfLHXmXarHvTJnc6RARUTv49lgJSquMCOiswtSIELnT6TAshOimvFXueHSkdSj9hwfy5E2GiIjaRXMn6dljusPT3XXKA9c5U7otT0ZZh9LvPVWGc2UcSk9E5ExyCvU4lHsZ7koFZo/uLnc6HYqFELVIeFdvTOgfBOCnTw1EROQcmifO/cWQEGg1XvIm08FYCFGLzW3qNP1FRgGqjY3yJkNERG2irMqIb34oAvDTlCmuhIUQtdj4vgHoHeiNamMjNnIoPRGRU/jk4HmYzBbc0b0L7ujuJ3c6HY6FELWYQqGQWoU+TOVQeiIiR2dsNOPjNGt3h6fu7ClzNvJgIUSt8uCIUHRWueNcWQ1SzpbLnQ4REd2GzT8Uo7zaBK2vF6ZEaOVORxYshKhVOqvcpUX4PuBQeiIihyWEwPvf5wIAnhwXDg831ywJXPOs6bY8GdUDCgWw+2Qph9ITETmo9LwKHCuyrjL/+CjXGjL/cyyEqNV6Bnhj4gDrUPrmTxNERORY3k+x/v1+4I5Q+Hk7/yrz18NCiG7JU3dZO9V9kVGAylqTzNkQEVFrXLhci+3HSwAAT7ngkPmfYyFEtySqV1cMCvFFfYMFnzQt0kdERI7ho9Q8WIR1WpS+wT5ypyMrFkJ0SxQKBZ5uahX6KDUPpkaLzBkREVFL1BgbkZh+AYDrDpn/ORZCdMumD9MhyEeFiwYjtmYXy50OERG1wMYjBaiqb0SvAG9E9wuUOx3ZsRCiW+bprsSTUeEAgHdTzkEITrBIRGTPLBYhrSs2784eUCoV8iZkB1gI0W2ZPSYcXh5K5BQacCj3stzpEBHRDew7XYbc8hr4eLnjoRGhcqdjF1gI0W3x9/bEg03/mN5N4VB6IiJ79l7T3+nHRoXBW+Uuczb2gYUQ3bbmznY7T1xEXnmNzNkQEdG1HCvSI+VsOdyUP60bSSyEqA30CeqMe/sHQghgPSdYJCKyS+9+Z/37PG1ICEL9Osmcjf1gIURt4um7egEAPs8ogL62QeZsiIjo54r1dfjmhyIAwPzxvWTOxr6wEKI2cWefrhig9UGtyYwN6ZxgkYjInnzwfR4aLQJje/ljSKhG7nTsCgshahMKhUJaduPDA3loMHOCRSIie1BV34D/Na0A8Ou72Rp0JRZC1GZmDtchoLMKxfp6TrBIRGQnPk2/gCpjI/oEdcY9/YLkTsfusBCiNqNyd0PcWOsEi+98xwkWiYjk1mC2SKvMzx/fkxMoXgMLIWpTcVE/TbCY+uMludMhInJpW7OLUaSvR0BnT8wc3k3udOxSqwqhhIQEjBo1Cj4+PggKCsL999+PU6dO2cQIIbBixQrodDqo1Wrcc889OHbsmE2M0WjEwoULERAQAG9vb8yYMQMFBQU2MRUVFYiLi4NGo4FGo0FcXBwqKyttYvLz8zF9+nR4e3sjICAAixYtgslksonJzs5GdHQ01Go1unXrhpUrV7Kloh35e3vi0ZFhAIA395+TORsiItclhMA731n/Ds+N6gEvDzeZM7JPrSqE9u3bh+eeew5paWnYsWMHGhsbERMTg5qanybRe+WVV7BmzRq8/vrrSE9Ph1arxaRJk1BVVSXFLF68GElJSUhMTERKSgqqq6sRGxsLs9ksxcyePRtZWVlITk5GcnIysrKyEBcXJx03m82YNm0aampqkJKSgsTERGzcuBFLly6VYgwGAyZNmgSdTof09HSsXbsWq1evxpo1a27ph0Ut86u7ekGpAPafLsPxIoPc6RARuaTUc5eQU2iAl4cSTzR1W6BrELehtLRUABD79u0TQghhsViEVqsVq1atkmLq6+uFRqMRb775phBCiMrKSuHh4SESExOlmMLCQqFUKkVycrIQQojjx48LACItLU2KSU1NFQDEyZMnhRBCbN26VSiVSlFYWCjFbNiwQahUKqHX64UQQqxbt05oNBpRX18vxSQkJAidTicsFkuLzlGv1wsA0ntSyzz3SYYIf2GzWJyYKXcqREQuad77B0X4C5vFX7/MljsVWbT0/n1bfYT0ej0AwN/fHwCQm5uLkpISxMTESDEqlQrR0dE4cOAAACAjIwMNDQ02MTqdDhEREVJMamoqNBoNxowZI8WMHTsWGo3GJiYiIgI6nU6KmTx5MoxGIzIyMqSY6OhoqFQqm5iioiLk5eVd85yMRiMMBoPNRq33m7t7AwC+/qEIBRW1MmdDRORaTl+swp5TZVAofloGia7tlgshIQSWLFmCu+66CxEREQCAkpISAEBwcLBNbHBwsHSspKQEnp6e8PPzu2FMUNDVQ/yCgoJsYq78Pn5+fvD09LxhTPPXzTFXSkhIkPolaTQahIWF3eQnQdcyJFSDO/t0hdki8H5KntzpEBG5lHeb+gZNHqRFjwBvmbOxb7dcCMXHx+Po0aPYsGHDVccUCtvheUKIq/Zd6cqYa8W3RYxo6ih9vXyWLVsGvV4vbRcuXLhh3nR9za1Cien5qKw13SSaiIjaQmlVPb7MbFpOgxMo3tQtFUILFy7E119/jT179iA0NFTar9VqAVzd2lJaWiq1xGi1WphMJlRUVNww5uLFi1d937KyMpuYK79PRUUFGhoabhhTWloK4OpWq2YqlQq+vr42G92a8X0DMDDEF7UmMz5OOy93OkRELuGD7/NgMlsQGe6HyHC/m7/AxbWqEBJCID4+Hps2bcLu3bvRs6ftc8eePXtCq9Vix44d0j6TyYR9+/Zh3LhxAIDIyEh4eHjYxBQXFyMnJ0eKiYqKgl6vx6FDh6SYgwcPQq/X28Tk5OSguPinGYy3b98OlUqFyMhIKWb//v02Q+q3b98OnU6HHj16tObU6RYoFAosiLZ+GvngQB7qG8w3eQUREd0OQ30D/ptq/eDJ5TRaqDU9sJ955hmh0WjE3r17RXFxsbTV1tZKMatWrRIajUZs2rRJZGdni8cff1yEhIQIg8EgxSxYsECEhoaKnTt3iiNHjogJEyaIYcOGicbGRilmypQpYujQoSI1NVWkpqaKIUOGiNjYWOl4Y2OjiIiIEBMnThRHjhwRO3fuFKGhoSI+Pl6KqaysFMHBweLxxx8X2dnZYtOmTcLX11esXr26xefMUWO3x9RoFuMSdonwFzaLT9LOy50OEZFTW7fnrAh/YbOY+NpeYTa3bHS0s2rp/btVhRCAa27r16+XYiwWi1i+fLnQarVCpVKJu+++W2Rn2w7dq6urE/Hx8cLf31+o1WoRGxsr8vPzbWIuXbok5syZI3x8fISPj4+YM2eOqKiosIk5f/68mDZtmlCr1cLf31/Ex8fbDJUXQoijR4+K8ePHC5VKJbRarVixYkWLh84LwUKoLbz33TkR/sJmcc+re0Sji//DJCJqL3WmRhH5tx0i/IXN4vPDF+ROR3YtvX8rhOA0yzdiMBig0Wig1+vZX+gW1RgbMW7VbujrGvDmEyMwJSJE7pSIiJzOx2nn8Zcvc6DTeGHfH+6Fh5trr6LV0vu3a/+UqEN4q9zxZJR1VtM39nExViKittZotuDtpmWN5t/dy+WLoNbgT4o6xNxxPeDprsQPFypxMPey3OkQETmVrTklyL9cC79OHpg1ivPftQYLIeoQAZ1VeCTSOtXCG3t/lDkbIiLnIYSQ/q7+8s6e6OTpLnNGjoWFEHWY39zdG25KBfadLkN2gV7udIiInMLe02U4UWyAt6eb1A2BWo6FEHWY7l07YcYw69pw6/aelTkbIiLn0NwaNHtMd3Tp5ClzNo6HhRB1qGfvsS67kXysBGdLq2TOhojIsWWcv4xDuZfh4abA03dxAsVbwUKIOlTfYB9MHhwMIYB1e9hXiIjodjS3Bj14Ryi0Gi+Zs3FMLISowz13bx8AwFc/FOHC5VqZsyEickynSqqw80QpFArgN9FsDbpVLISoww0N7YLxfQNgtgi8uY+tQkREt6L57+fUCC16BXaWORvHxUKIZBHf1Cr0+eEClBrqZc6GiMixXLhci69/KAIAPBPdR+ZsHBsLIZLF6J7+GBnuB5PZgne+Oyd3OkREDmXd3h9htgiM7xuAIaEaudNxaCyESBYKhQLPTbB+ivnkYD4qakwyZ0RE5BiKKuvwRcYFAMDCCX1lzsbxsRAi2dzTLxCDdb6oNZmx/kCe3OkQETmEt/b9iAazwNhe/hjd01/udBweCyGSjUKhkEaQffB9LqqNjTJnRERk30oN9diQbm0NWsTWoDbBQohkNXmwFr0CvWGob8THaeflToeIyK69tf8cTI0WRIb7Iap3V7nTcQoshEhWbkoFnr3H2ir07ne5qG8wy5wREZF9Kq824pOD1g+MCyf0gUKhkDkj58BCiGQ3c7gO3bqoUV5txIZD+XKnQ0Rkl6wfFi0YFqpBdL9AudNxGiyESHYebkqpr9Abe39kqxAR0RUqakz4b2oeAOtIMbYGtR0WQmQXHo4MRbcuapRWsVWIiOhK73+fixqTGYNCfDFxYJDc6TgVFkJkFzzdlXj2XuvK9GwVIiL6ib6uAR98nwcAWDSRfYPaGgshshuPRIZBp/FCaZURiWwVIiICAHx4IA9Vxkb0D/ZBzCCt3Ok4HRZCZDc83ZXSbNPr2CpERIRqYyPeS8kFADw3oQ+USrYGtTUWQmRX2CpERPSTj1LzoK9rQK9Ab0wbEiJ3Ok6JhRDZFWtfoaYRZPvYKkRErqvG2Ih3v7O2BsXf2wdubA1qFyyEyO48MjIUIRovXDQY8WnTVPJERK7mgwN5uFxjQo+unTBjmE7udJwWCyGyOyp3N6lVaN3es2wVIiKXU1XfgLf3nwMA/Pa+vnB34+26vfAnS3bp0Z+1Cn12mK1CRORa3k+x9g3qHeiNGcO6yZ2OU2MhRHZJ5e6GZ++xziu0bg/7ChGR69DXNuDdFGtr0OL7+rFvUDtjIUR269FRYdD6eqHEUM9WISJyGe+mnENVfSMGaH04UqwDsBAiu6Vyd8NzTbNN/2cP+woRkfO7XGPC+03zBi2+rx/nDeoALITIrj06yjqv0EWDER+nnZc7HSKidvXW/h9RYzJjsM4XkwcHy52OS2AhRHZN5e6GhRP7ArCuQVZjbJQ5IyKi9lFWZcRHB6wf+JZM6sc1xToICyGyew9HhqJH1064VGPC+u9z5U6HiKhdvLnvR9Q1mDEsrAsmDOAK8x2FhRDZPQ83JX43qR8A4K3956CvbZA5IyKitnXRUC89/mdrUMdiIUQOYfpQHfoH+6CqvhFv7f9R7nSIiNrUf/achbHRgpHhfri7b4Dc6bgUFkLkEJRKBZbEWFuF1n+fh7Iqo8wZERG1jcLKOiQesk4RsiSGrUEdjYUQOYyYQcEYFqpBXYMZ6/aelTsdIqI28fruMzCZLRjbyx/jerM1qKO1uhDav38/pk+fDp1OB4VCgS+//NLm+Lx586BQKGy2sWPH2sQYjUYsXLgQAQEB8Pb2xowZM1BQUGATU1FRgbi4OGg0Gmg0GsTFxaGystImJj8/H9OnT4e3tzcCAgKwaNEimEwmm5js7GxER0dDrVajW7duWLlyJYQQrT1tsgMKhQLPT+4PAPgkLR9FlXUyZ0REdHvOlVXjs8PW+9/SmP4yZ+OaWl0I1dTUYNiwYXj99devGzNlyhQUFxdL29atW22OL168GElJSUhMTERKSgqqq6sRGxsLs/mnCfNmz56NrKwsJCcnIzk5GVlZWYiLi5OOm81mTJs2DTU1NUhJSUFiYiI2btyIpUuXSjEGgwGTJk2CTqdDeno61q5di9WrV2PNmjWtPW2yE3f1CcCYnv4wmS1Yu/uM3OkQEd2W17afhtkiMHFAEEb18Jc7HdckbgMAkZSUZLNv7ty5YubMmdd9TWVlpfDw8BCJiYnSvsLCQqFUKkVycrIQQojjx48LACItLU2KSU1NFQDEyZMnhRBCbN26VSiVSlFYWCjFbNiwQahUKqHX64UQQqxbt05oNBpRX18vxSQkJAidTicsFkuLzlGv1wsA0nuS/NJzL4nwFzaLXsu2iHNl1XKnQ0R0S364UCHCX9gsevxxszhRzHtMW2vp/btd+gjt3bsXQUFB6NevH+bPn4/S0lLpWEZGBhoaGhATEyPt0+l0iIiIwIEDBwAAqamp0Gg0GDNmjBQzduxYaDQam5iIiAjodDopZvLkyTAajcjIyJBioqOjoVKpbGKKioqQl5d3zdyNRiMMBoPNRvZlZA9/3Ns/EGaLwL92npY7HSKiW/JK8ikAwAPDu2GA1lfmbFxXmxdCU6dOxSeffILdu3fjtddeQ3p6OiZMmACj0TrKp6SkBJ6envDz87N5XXBwMEpKSqSYoKCrJ5MKCgqyiQkOtp1+3M/PD56enjeMaf66OeZKCQkJUr8kjUaDsLCw1v4IqAM0P0v/+ocinCqpkjkbIqLWSTlTjpSz5fBwU0jzpJE82rwQmjVrFqZNm4aIiAhMnz4d27Ztw+nTp7Fly5Ybvk4IYTNk8FrDB9siRjR1lL7e8MRly5ZBr9dL24ULXPXcHkV00+AXQ7QQAnj121Nyp0NE1GJCCLzy7UkAwJwx4Qjz7yRzRq6t3YfPh4SEIDw8HGfOWDu2arVamEwmVFRU2MSVlpZKrTVarRYXL1686r3KyspsYq5s1amoqEBDQ8MNY5of013ZUtRMpVLB19fXZiP7tGRSf7gpFdh54iLS8y7LnQ4RUYtsyynB0QI9vD3dED+hj9zpuLx2L4QuXbqECxcuICQkBAAQGRkJDw8P7NixQ4opLi5GTk4Oxo0bBwCIioqCXq/HoUOHpJiDBw9Cr9fbxOTk5KC4uFiK2b59O1QqFSIjI6WY/fv32wyp3759O3Q6HXr06NFu50wdo09QZzw60vro8uWtJzgtAhHZvUazBaubWrF/Nb4XAjqrbvIKam+tLoSqq6uRlZWFrKwsAEBubi6ysrKQn5+P6upqPP/880hNTUVeXh727t2L6dOnIyAgAA888AAAQKPR4Omnn8bSpUuxa9cuZGZm4oknnsCQIUNw3333AQAGDhyIKVOmYP78+UhLS0NaWhrmz5+P2NhY9O9v7RsSExODQYMGIS4uDpmZmdi1axeef/55zJ8/X2rFmT17NlQqFebNm4ecnBwkJSXh5ZdfxpIlSzhzp5P43X19ofZwQ2Z+Jb49du1+X0RE9uLzjAKcK6+Bv7cnfjW+p9zpEND64fN79uwRAK7a5s6dK2pra0VMTIwIDAwUHh4eonv37mLu3LkiPz/f5j3q6upEfHy88Pf3F2q1WsTGxl4Vc+nSJTFnzhzh4+MjfHx8xJw5c0RFRYVNzPnz58W0adOEWq0W/v7+Ij4+3maovBBCHD16VIwfP16oVCqh1WrFihUrWjx0XggOn3cEr317UoS/sFnc++oeYWo0y50OEdE11Robxei/7xDhL2wW7313Tu50nF5L798KIfg84UYMBgM0Gg30ej37C9mpamMjol/Zg0s1Jvzt/gjEjQ2XOyUioqu8ue9HrNp2Et26qLH7+Wio3N3kTsmptfT+zbXGyOF1Vrlj0cS+AIB/7zyDGmOjzBkREdnS1zZg3R7rGolLJvVjEWRHWAiRU3h8dHeEd+2E8moj3vnunNzpEBHZWLfvLAz1jegf7IP77+gmdzr0MyyEyCl4uivxh8kDAABv7z+H0qp6mTMiIrK6cLkW61PyAAB/mGKd9oPsBwshchq/GKLFsLAuqDWZ8f92cUFWIrIPr3x7CiazBeN6d8WEAVevmkDyYiFETkOhUGDZVGur0IZDF/BjWbXMGRGRq8vMr8A3PxRBoQD+PG0gp26xQyyEyKmM7dUVEwcEwWwReDWZS28QkXyEEHhpywkAwEMjQjFYp5E5I7oWFkLkdF6YOgBKBZB8rAQZ5ytu/gIionaQnGP9G+TlocTzTQtFk/1hIUROp1+wDx6JtC698bfNx7n0BhF1OFOjBauSrQur/np8L2g1XjJnRNfDQoic0tKYfujk6YasC5X4+ociudMhIhfzUWoezl+qRaCPCr+J7i13OnQDLITIKQX5euG5e62rOq/adhJ1JrPMGRGRq6isNWHtbuvkiUsn9YO3yl3mjOhGWAiR03r6rp7o1kWNYn093t7PSRaJqGP8v11noa9rwACtDx4ZGSZ3OnQTLITIaXl5uOGPTcPp39z3I4r1dTJnRETOLq+8Bv9NywMA/OkXAzl5ogNgIUROLXZoCCLD/VDXYOZweiJqd6u2nUSDWSC6XyDu7hcodzrUAiyEyKkpFAr8X+wgAMCmzEJkXaiUNyEiclqHci8j+VgJlE2TJ5JjYCFETm9YWBc8OMK6yCGH0xNRezBbBJZ/fQwA8Njo7ugX7CNzRtRSLITIJfxh8gCoPdyQcb4Cm48Wy50OETmZDYfycaLYAF8vd06e6GBYCJFL0Gq88Mw91rk8Vm07ifoGDqcnorZRWWvC6u3WPohLY/rD39tT5oyoNVgIkcuYP74XdBovFFbW4d3vOJyeiNrGmh2nUVnbgP7BPpgzprvc6VArsRAil6H2dMMLTcPp1+39ESX6epkzIiJHd7LEgI/TzgMAls8YBHc33lYdDa8YuZQZw3QY0b0Lak1mvLz1hNzpEJEDE0JgxdfHYBHAL4ZoMa53gNwp0S1gIUQuRaFQYOXMCCgUwNc/FCH1x0typ0REDmprdgnSzl2Gyl2JP/2Cw+UdFQshcjkR3TTSc/z/+yoHDWaLzBkRkaOpM5nx9y3HAQDP3NMboX6dZM6IbhULIXJJz8f0h18nD5wprcaHB/LkToeIHMwb+35Ekb4e3bqosYCryzs0FkLkkrp08pTWIfvXzjMoNbDjNBG1zIXLtXhr348AgL9MGwgvDzeZM6LbwUKIXNYjkWEYHtYF1cZGdpwmohZ7eesJGBstGNe7K6ZEaOVOh24TCyFyWUqlAitnDoZCAXyZVYS0c+w4TUQ3tvdUKbbllMBNqcDy6YOhUHB1eUfHQohc2tDQLpg92tpxevlXx9hxmoiuq77BjP/7yrqe2C/H9UB/LdcTcwYshMjl/X6yteP0qYtV+Cj1vNzpEJGdWrfnLPIv10Lr64XFk/rJnQ61ERZC5PK6dPLEH6Y0dZzecRqlVew4TUS2zpZW442mDtIrZgxCZ5W7zBlRW2EhRARg1sgwDAvrgipjIxK2npQ7HSKyI0II/PXLHDSYBe7tH4jJg9lB2pmwECKCteP035o6TidlFuLA2XK5UyIiO/FVVhFSz12Cyl3ZNDM9O0g7ExZCRE2GhnZB3NhwAMCfv8xBfYNZ5oyISG762ga81DSD9KKJfRHmzxmknQ0LIaKf+f3k/gj2VSG3vAb/2XNW7nSISGavfHsS5dUm9AnqjPnje8mdDrUDFkJEP+Pj5YEXZwwGALyx90ecvlglc0ZEJJfM/Ar871A+AOCl+yPg6c5bpjPiVSW6wuTBWkwaFIxGi8CyTdmwWITcKRFRB2s0W/DnpBwIATw0IhRje3WVOyVqJyyEiK6gUCjw4ozB8PZ0Q8b5nz4REpHr+DD1PI4XG6BRe+BPvxggdzrUjlgIEV2Drosav5/cHwDwj+STXJSVyIVcuFyL17afAgC8MGUAunZWyZwRtadWF0L79+/H9OnTodPpoFAo8OWXX9ocF0JgxYoV0Ol0UKvVuOeee3Ds2DGbGKPRiIULFyIgIADe3t6YMWMGCgoKbGIqKioQFxcHjUYDjUaDuLg4VFZW2sTk5+dj+vTp8Pb2RkBAABYtWgSTyWQTk52djejoaKjVanTr1g0rV66EEHzUQTcXF9XDOrdQfSNe/Oa43OkQUQcQQuBPSdmoNZkxuoc/HhsVJndK1M5aXQjV1NRg2LBheP311695/JVXXsGaNWvw+uuvIz09HVqtFpMmTUJV1U+dThcvXoykpCQkJiYiJSUF1dXViI2Nhdn803Dl2bNnIysrC8nJyUhOTkZWVhbi4uKk42azGdOmTUNNTQ1SUlKQmJiIjRs3YunSpVKMwWDApEmToNPpkJ6ejrVr12L16tVYs2ZNa0+bXJCbUoGEB4bATanAluxi7DpxUe6UiKidfZFRgO/OlEPlrsSqh4ZAqeScQU5P3AYAIikpSfraYrEIrVYrVq1aJe2rr68XGo1GvPnmm0IIISorK4WHh4dITEyUYgoLC4VSqRTJyclCCCGOHz8uAIi0tDQpJjU1VQAQJ0+eFEIIsXXrVqFUKkVhYaEUs2HDBqFSqYRerxdCCLFu3Tqh0WhEfX29FJOQkCB0Op2wWCwtOke9Xi8ASO9JruflrcdF+AubRdTLO0V1fYPc6RBRO7loqBNDlieL8Bc2izf2npU7HbpNLb1/t2kfodzcXJSUlCAmJkbap1KpEB0djQMHDgAAMjIy0NDQYBOj0+kQEREhxaSmpkKj0WDMmDFSzNixY6HRaGxiIiIioNPppJjJkyfDaDQiIyNDiomOjoZKpbKJKSoqQl5e3jXPwWg0wmAw2Gzk2hZP7IcwfzWK9PVY3dRvgIicz/KvjsFQ34iIbr741V095U6HOkibFkIlJSUAgODgYJv9wcHB0rGSkhJ4enrCz8/vhjFBQUFXvX9QUJBNzJXfx8/PD56enjeMaf66OeZKCQkJUr8kjUaDsDA+H3Z1ak83vHT/EADABwfycDjvsswZEVFb25ZdjG05JXBXKvDKQ8Pg7saxRK6iXa70leuwCCFuujbLlTHXim+LGNHUUfp6+Sxbtgx6vV7aLly4cMO8yTVE9wvEI5GhEAL4/RdHufwGkRPR1zbgr19ZB/UsiO6NQTpfmTOijtSmhZBWa12R98rWltLSUqklRqvVwmQyoaKi4oYxFy9e3TG1rKzMJubK71NRUYGGhoYbxpSWlgK4utWqmUqlgq+vr81GBAB/iR0Era8XcstrsPpbPiIjchYvbTmO8mojegd6I35CH7nToQ7WpoVQz549odVqsWPHDmmfyWTCvn37MG7cOABAZGQkPDw8bGKKi4uRk5MjxURFRUGv1+PQoUNSzMGDB6HX621icnJyUFxcLMVs374dKpUKkZGRUsz+/ftthtRv374dOp0OPXr0aMtTJxegUXsg4UHrI7L3vs9Fxnk+IiNydPtPl+HzjAIoFMArDw+Fl4eb3ClRB2t1IVRdXY2srCxkZWUBsHaQzsrKQn5+PhQKBRYvXoyXX34ZSUlJyMnJwbx589CpUyfMnj0bAKDRaPD0009j6dKl2LVrFzIzM/HEE09gyJAhuO+++wAAAwcOxJQpUzB//nykpaUhLS0N8+fPR2xsLPr3t05yFxMTg0GDBiEuLg6ZmZnYtWsXnn/+ecyfP19qxZk9ezZUKhXmzZuHnJwcJCUl4eWXX8aSJUtu+qiO6FruHRCEh5sfkX3OR2REjqzG2Ihlm7IBAHOjeiAy3F/mjEgWrR2OtmfPHgHgqm3u3LlCCOsQ+uXLlwutVitUKpW4++67RXZ2ts171NXVifj4eOHv7y/UarWIjY0V+fn5NjGXLl0Sc+bMET4+PsLHx0fMmTNHVFRU2MScP39eTJs2TajVauHv7y/i4+NthsoLIcTRo0fF+PHjhUqlElqtVqxYsaLFQ+eF4PB5ulplrUmM/vsOEf7CZvHS5mNyp0NEt+ivX2aL8Bc2i3EJuzg1hhNq6f1bIQSnWb4Rg8EAjUYDvV7P/kIk2X3yIp764DAUCuCLBVH8JEnkYL47U4a496zdL/779GiM7xsoc0bU1lp6/+b4QKJbMGFAMB4awVFkRI5IX9uA339+FADwZFQ4iyAXx0KI6Bb9X+wgBPuqcK6sBmt2nJY7HSJqoRXfHEOJoR49A7zxx6lcWd7VsRAiukWaTj+NInv3u3PIOF9xk1cQkdy2ZRcjKbMQSgXw2qPD0MnTXe6USGYshIhuw4QBwXhwRDdYBLDksyzUGBvlTomIrqO0qh5/SrKOEnvmnt4Y0d3vJq8gV8BCiOg2LZ8+GDqNF85fqsXKb47LnQ4RXYMQAn/alI2K2gYMDPHFbyf2kzslshMshIhuk0btgTWzhkOhAD49fAHJOddex46I5PP54QLsPFEKTzcl/jlrGDzdefsjK/4mELWBsb264jd39wYALNt0FKWGepkzIqJmFy7XYuVma2vtkph+GKDlVCj0ExZCRG1kyaR+GBTii4raBjz/xVFYLJyii0huFovA85//gGpjI0aG+2H++F5yp0R2hoUQURvxdFfi/z0+HCp3JfafLsNHqXlyp0Tk8t757hwO5l5GJ083vPboMLgpubwS2WIhRNSG+gT54M/TBgIAEradxOmLVTJnROS6jhZU4tVvTwEA/ho7COFdvWXOiOwRCyGiNhY3NhzR/QJhbLTgt4lZMDZy1mmijlZjbMRvE7PQaBGYGqHFY6PC5E6J7BQLIaI2plAo8OojQ+Hv7YkTxQas2c5Zp4k62oqvjyG3vAY6jRdWPTgUCgUfidG1sRAiagdBPl5Y1TTr9NvfnUPKmXKZMyJyHd/8UITPMwqgVAD/nDUcmk4ecqdEdoyFEFE7iRmsxeOju0MIYPGnWSirMsqdEpHTu3C5Vpo9Ov7ePhjTq6vMGZG9YyFE1I7+L3YQ+gf7oLzaiN99msUh9UTtqMFsweJPs1BV34gR3btg0cS+cqdEDoCFEFE7Unu64fXZd0Dt4YaUs+V4Y9+PcqdE5LRWf3sKGecr4OPljn8/dgfc3XiLo5vjbwlRO+sb7IMXZw4GAKzZcRrpeZdlzojI+ew6cRFv7T8HAHj14WEI8+8kc0bkKFgIEXWARyJD8cAd3WC2CCzakImKGpPcKRE5jcLKOiz9/AcAwC/v7IEpEVqZMyJHwkKIqAMoFAr87f4I9ArwRrG+Hks//4H9hYjaQIPZgoX/O4LK2gYMC9Vg2dSBcqdEDoaFEFEH6axyx9rZd8DTXYndJ0vZX4ioDbz67Skcya+Ej5c7Xp89gqvKU6vxN4aoAw3WafDSzAgAwGvbT3F+IaLbsP1YCd5mvyC6TSyEiDrYo6PCMGtkGCwCWJSYiWJ9ndwpETmcc2XVWPqZtV/QU3f2ZL8gumUshIhk8OLMwRis88XlGhOe/eQITI0WuVMichg1xkYs+DgDVcZGjOrhh2W/GCB3SuTAWAgRycDLww1vzImEr5c7MvMr8fLWE3KnROQQhBB4YeNRnL5YjUAfFf4zewQ8OF8Q3Qb+9hDJpHvXTvjnrOEAgA8O5CEps0DehIgcwPvf52Hz0WK4KxV4Y84IBPl6yZ0SOTgWQkQymjgwGAsn9AEA/HFjNrIL9DJnRGS/Dp67JLWe/mXaQIzs4S9zRuQMWAgRyex39/XDxAFBMDZa8Ov/HubirETXUFhZh+f+dwRmi8D9w3WYO66H3CmRk2AhRCQzpVKBfz42HL0CrZMtPvtJBjtPE/1MrakR8z88jPJqEwaF+OLlB4dAoVDInRY5CRZCRHbA18sD7zw5Ej4qd6TnVeDFb47JnRKRXRBC4PefH8XxYgO6envinbkj0cnTXe60yImwECKyE70DO+Pfjw+HQgF8cjAfnxw8L3dKRLJ7ffdZbMkuhoebAm/GRaJbF7XcKZGTYSFEZEcmDAjG8zH9AQDLvzqGA2c58zS5ruScEry24zQA4G8zIzCKnaOpHbAQIrIzz97TGzOG6dBoEVjwcQZ+LKuWOyWiDnei2IAln2UBAOaN64HHRneXNyFyWiyEiOyMQqHAKw8PxYjuXWCob8TTH6SjosYkd1pEHeaioR5PfZCOWpMZ43p3xZ+ncUV5aj8shIjskJeHG96KG4luXdTIu1SLBR9zJBm5hhpjI576IB3F+nr0DvTGG3MiOXM0tSv+dhHZqUAfFd6fNwqdVe44mHsZf07KhhBC7rSI2o3ZIvDbxEwcK7KOEFs/bzQ0nTzkToucHAshIjvWX+uD12ffAaUC+DyjAK/vPit3SkTt5qUtx7HzRClU7kq8M3ckunftJHdK5AJYCBHZuXv6B+HFGYMBAK/tOI3PD1+QOSOitvfB97lY/30eAGDNo8MxorufvAmRy2jzQmjFihVQKBQ2m1arlY4LIbBixQrodDqo1Wrcc889OHbMdvI4o9GIhQsXIiAgAN7e3pgxYwYKCmwXpKyoqEBcXBw0Gg00Gg3i4uJQWVlpE5Ofn4/p06fD29sbAQEBWLRoEUwmdjolxxMX1QMLonsDAP64KRt7T5XKnBFR29maXYwXNx8HALwwZQCmDQ2ROSNyJe3SIjR48GAUFxdLW3Z2tnTslVdewZo1a/D6668jPT0dWq0WkyZNQlVVlRSzePFiJCUlITExESkpKaiurkZsbCzMZrMUM3v2bGRlZSE5ORnJycnIyspCXFycdNxsNmPatGmoqalBSkoKEhMTsXHjRixdurQ9Tpmo3f1hcn88cEc3mC0Cz35yhAu0klM48GM5FidmQQhgzpjuWBDdS+6UyNWINrZ8+XIxbNiwax6zWCxCq9WKVatWSfvq6+uFRqMRb775phBCiMrKSuHh4SESExOlmMLCQqFUKkVycrIQQojjx48LACItLU2KSU1NFQDEyZMnhRBCbN26VSiVSlFYWCjFbNiwQahUKqHX61t8Pnq9XgBo1WuI2ouxwSzmvJMmwl/YLCL/tl2cL6+ROyWiW3asUC8i/i9ZhL+wWfzmo8Oi0WyROyVyIi29f7dLi9CZM2eg0+nQs2dPPPbYYzh37hwAIDc3FyUlJYiJiZFiVSoVoqOjceDAAQBARkYGGhoabGJ0Oh0iIiKkmNTUVGg0GowZM0aKGTt2LDQajU1MREQEdDqdFDN58mQYjUZkZGRcN3ej0QiDwWCzEdkLT3cl3nhiBAaF+KK82oQn3z+I0qp6udMiarULl2sxd/0hVBkbMbqnP/712HC4KbmQKnW8Ni+ExowZg48++gjffvst3nnnHZSUlGDcuHG4dOkSSkpKAADBwcE2rwkODpaOlZSUwNPTE35+fjeMCQoKuup7BwUF2cRc+X38/Pzg6ekpxVxLQkKC1O9Io9EgLCyslT8Bovbl4+WBD345CqF+1jmGnnzvEPS1DXKnRdRil6qNePL9QyirMmKA1gfvPDkSXh5ucqdFLqrNC6GpU6fioYcewpAhQ3Dfffdhy5YtAIAPP/xQilEobKt+IcRV+650Zcy14m8l5krLli2DXq+XtgsXOEKH7E+Qrxc+fnoMAjqrcLKkCr/84BBqTY1yp0V0U/q6BsS9dwi55TXo1kWND58aDY2acwWRfNp9+Ly3tzeGDBmCM2fOSKPHrmyRKS0tlVpvtFotTCYTKioqbhhz8eLFq75XWVmZTcyV36eiogINDQ1XtRT9nEqlgq+vr81GZI96BHjjv0+Phq+XO47kV+I3/82AsdF88xcSyaTG2Ih56w/heLEBAZ1V+O/ToxHs6yV3WuTi2r0QMhqNOHHiBEJCQtCzZ09otVrs2LFDOm4ymbBv3z6MGzcOABAZGQkPDw+bmOLiYuTk5EgxUVFR0Ov1OHTokBRz8OBB6PV6m5icnBwUFxdLMdu3b4dKpUJkZGS7njNRRxkY4ov1vxwNtYcbvjtjHX3TaOZSHGR/6hvM+NWHh5GZXwmN2gMf/2o0egV2ljstIiiEaNs5+59//nlMnz4d3bt3R2lpKV566SXs27cP2dnZCA8Pxz/+8Q8kJCRg/fr16Nu3L15++WXs3bsXp06dgo+PDwDgmWeewebNm/HBBx/A398fzz//PC5duoSMjAy4uVmfI0+dOhVFRUV46623AAC//vWvER4ejm+++QaAdfj88OHDERwcjFdffRWXL1/GvHnzcP/992Pt2rUtPh+DwQCNRgO9Xs/WIbJb350pw9MfHIbJbMEDd3TD6keGseMp2Q1TowULPs7A7pOl8PZ0wyfzx2J4WBe50yIn19L7t3tbf+OCggI8/vjjKC8vR2BgIMaOHYu0tDSEh4cDAP7whz+grq4Ozz77LCoqKjBmzBhs375dKoIA4J///Cfc3d3x6KOPoq6uDhMnTsQHH3wgFUEA8Mknn2DRokXS6LIZM2bg9ddfl467ublhy5YtePbZZ3HnnXdCrVZj9uzZWL16dVufMpHsxvcNxNrZd+DZT44gKbMQyqYV7FkMkdwazRb87tMs7D5ZCi8PJd6fN4pFENmVNm8RcjZsESJHsuVoMRYlZsJsEXh0ZChWPTgUShZDJJMGswWLE7OwJbsYHm4KvPPkSNzT/+oRv0TtoaX3b641RuREpg0Nwb9mDYdSAXx2uAB//jIbFgs/61DHazBb8NvETKkIevOJSBZBZJdYCBE5menDdPhnUzG04dAF/OWrHBZD1KEazBYs2pCJrdkl8HRT4s0nIjFx4PVH6xLJiYUQkROaOdzaYVqhAP53MB+//+IoR5NRh2gwW7Dwf5nYltNUBMWNYBFEdo2FEJGTenBEKP75qHXZgo1HCvDbT7PQwGKI2lF9gxm/+W8Gko9Zi6C34iIxYQCLILJvbT5qjIjsx/13dIOXhxILN2Riy9FiGBvMeH32CC5nQG2uqr4Bv/rwMA7mXobKXYk34yJxL/sEkQNgixCRk5sSEYK3nxwJlbsSO0+UYv5Hh7kcB7WpihoTnnj3IA7mXkZnlTs+emo0iyByGCyEiFzAvf2DsP6Xo9DJ0zoD9ex3DuJyjUnutMgJXDTUY9bbqfihQA+/Th7YMH8sxvTqKndaRC3GQojIRYzrHYCPfzUGXTp5IOtCJR5+8wAKKmrlTosc2Lmyajz85gGcvliNYF8VPvtNFIaEauROi6hVWAgRuZAR3f3wxYIo6DReOFdWgwfXHcCJYoPcaZEDyjh/GQ+9cQAXLtchvGsnfLFgHPoG+9z8hUR2hoUQkYvpE+SDTc/eif7BPiitMuLRt1KRdu6S3GmRA0nOKcHsdw6iorYBw0I12PjMOIT5d5I7LaJbwkKIyAVpNV747DdRGN3DH1X1jYh77yA2ZhTInRY5gI9S8/DMJxkwNlowcUAQNvx6LAI6q+ROi+iWsRAiclGaTh746OnR+MUQLRrMAks//wGvfnuSs1DTNTWaLVj5zXH831fHIAQwe0x3vBUXiU6enIWFHBsLISIX5uXhhtcfH4Hn7u0NAPjPnh8Rv+EI6kxmmTMje6Kva8BTHx7G+9/nAgCej+mHv98fAXc33kLI8fG3mMjFKZUK/H7yALz2yDB4uCmwNbsEs95ORYm+Xu7UyA7kltfggXXfY//pMnh5KLFuzgjET+gLhUIhd2pEbYKFEBEBAB6KDMUnvxoLv04eOFqgR+zaFBzKvSx3WiSjlDPlmPl6Cs6V1SBE44UvFozDL4aEyJ0WUZtiIUREktE9/fHlc3digNYH5dVGzH4nDR98nwsh2G/IlVgsAv/ZcxZPvn8QhvpG3NG9C76KvxMR3ThHEDkfFkJEZCO8qzc2PTsO04fp0GgRWPHNcSz97Af2G3IR+roG/Pq/GXj121OwCODhyFBsmD8WQT5ecqdG1C7Y3Z+IrtLJ0x3/77HhGBaqQcK2k9iUWYgTJVV4ffYd6B3YWe70qJ0cK9LjmY+PIP9yLTzdlVg5YzBmjQpjfyByamwRIqJrUigU+NX4Xvjv06PR1dsTJ4oNmL42BV9kFPBRmZMRQuDjtPN4cN0B5F+uRaifGhsXjMNjo7uzCCKnx0KIiG5oXO8AbP3teIzr3RW1JjOe//wHLPnsB1QbuYK9M7hcY8Kv/5uBv3yZA2OjBff2D8TmhXdxzTByGQrBj3Y3ZDAYoNFooNfr4evrK3c6RLIxWwTe2HsWa3achkUAPbp2wj9nDccd3f3kTo1uUcqZciz5LAulVUZ4uinxhyn98dSdPaFUshWIHF9L798shG6ChRCRrfS8y/jthkwU6euhVADP3NMbiyb2hcrdTe7UqIXqG8x4bfspvPOddYLE3oHe+H+P34HBOrYCkfNgIdRGWAgRXa2y1oTlXx/DV1lFAIABWh+seXQ4Bun4b8TeZZy/jN9/fhTnymsAWJfK+Ou0QVB7spAl58JCqI2wECK6vq3ZxfjLlzm4XGOCh5sC8ff2xYJ7erF1yA7VmcxYvf0U3v8+F0IAQT4qvPzAENw3KFju1IjaBQuhNsJCiOjGyqqM+HNSNrYfvwjA+pjl5QeGYEyvrjJnRs2+P1uOPydlI+9SLQDr3EB/nTYImk4eMmdG1H5YCLURFkJENyeEwNc/FOFvm4+jvNoEAHh0ZCiWTR0IP29PmbNzXSX6evxty3FsOVoMAND6eiHhoSG4t3+QzJkRtT8WQm2EhRBRy+lrG7Aq+SQ2HMoHAPh7e2JpTD88Nqo73DgSqcM0mC344Ps8/GvnadSYzFAqgCejemBJTD/4erEViFwDC6E2wkKIqPUO513Gn5NycOpiFQBrZ+q/TBuEu/oGyJyZcxNCYPfJUqzadhJnSqsBAHd074K/zYzgOmHkclgItREWQkS3psFswcdp5/GvnWegr2sAAEwcEIRlvxiIPkFcpqOtHS2oxMtbTyDt3GUAgF8nD/xx6gA8EhnGeYHIJbEQaiMshIhuT2WtCf/edQb/TT2PRouAUgE8cEcofjuxL7p37SR3eg7vXFk1/rnzDL75wTqVgae7Ek/d2RPP3NMbGjUfg5HrYiHURlgIEbWNH8uqkbD1JHaesI4uc1cq8MjIUMRP6ItuXdQyZ+d4zpZW4/XdZ/D1D0WwCEChAB64oxuWxvTnz5MILITaDAshoraVdaES/9xxGvtOlwEAPNwUuH94N/z67l7oG+wjc3b271RJFV7fcxabjxah+a/3xAFB+N2kfuwHRPQzLITaCAshovZxOO8y1uw4jQM/XpL2TRgQhF/f3Qtjevpz1fOfsVgE9p0uw/vf5+K7M+XS/phBwVg0sS8LIKJrYCHURlgIEbWvjPMVeGf/OXx7vERq4Ris88XsMd0xc3g3dFa5y5ugjKrqG/BlZiHWf58nLYmhVABTIrR47t4+XBuM6AZYCLURFkJEHSO3vAbvpZzD54cLYGy0AAA6ebph5nAdHh/dHUO6aVyilchiETiYexmfH76ArTnFqG+w/ix8VO54bHQYnozqgTB/djInuhkWQm2EhRBRx6qoMWHjkQL871A+zpXVSPt7B3pj+jAdpg/ToXegcw2/F0Lg9MVqbM0uRlJmIfIv10rHegd6I25sOB4eGebSrWNErcVCqI2wECKShxDWlpENh/KxLacEpqZWIsD66GxqhBb3DgjCoBBfh2wpEkLgWJEB23KKsS2nxKbo66xyx/RhIXhkZBjuCOvikOdHJDcWQj+zbt06vPrqqyguLsbgwYPxr3/9C+PHj2/Ra1kIEcmvqr4BO45fxDc/FOG7M+VotPz0ZyvIR4V7+gfinv5BGNPTH107q2TM9MYuGurx3ZlypJwpQ8rZSyivNkrHPN2VuLtvAKYNDcGUwSFQe7rJmCmR42Mh1OTTTz9FXFwc1q1bhzvvvBNvvfUW3n33XRw/fhzdu3e/6etZCBHZl4oaE5KPlWD3yVJ8f7YctSazzfFeAd6IDPfDqB7+GBbWBb0CveHhpuzwPBvMFpwsrkLmhQpk5Vci60Kl1OG5mdrDDff0D8SUCC0mDAiCD9cBI2ozLISajBkzBiNGjMAbb7wh7Rs4cCDuv/9+JCQk3PT1LISI7Jex0Yz03ArsOVWK786U4fTF6qtiPNwU6B3YGQO0Puin9UGYXyd081MjtIsaAZ1Vt7X8RKPZgvJqEy4a6nH+ci1+LK3G2bJq/FhajXPlNTaP8wDrpIdDumkwvm8A7uoTiBHhXaByZ8sPUXto6f3bqXvemUwmZGRk4I9//KPN/piYGBw4cOCarzEajTAaf2quNhgM7ZojEd06lbsb7uobIC3mqq9twJH8CqTnXcbh8xU4XmRAtbERJ0uqcLKk6qrXe7orEdhZBV+1B3y93KFRe6Czlzs8lEoolYBSoYBSoUCjxYIaoxm1pkbUGM2oMjag1GBEebURlht8lNSoPTAsrAuGh3XBHU3/9fP2bK8fBxHdAqcuhMrLy2E2mxEcHGyzPzg4GCUlJdd8TUJCAl588cWOSI+I2pimkwfuHRCEewcEAbB2SC6oqMOpkiqculiF0xerUFhRh8LKOlw01MPUaEFhpfXrW+WmVCCwswq6Ll7oE9T5py3QB2H+anZ0JrJzTl0INbvyD5EQ4rp/nJYtW4YlS5ZIXxsMBoSFhbVrfkTUPhQKBcL8OyHMvxPuG2T7gajBbEGJvh6XakzQ1zVAX9cAQ10DquobYRECFouARQAWIeCmVMBb5Q5vTzd0Urmjs8oNQT5eCPJVoau3Cm5c3Z3IYTl1IRQQEAA3N7erWn9KS0uvaiVqplKpoFLZ76gTImobHm5KqUgiItfV8UMpOpCnpyciIyOxY8cOm/07duzAuHHjZMqKiIiI7IVTtwgBwJIlSxAXF4eRI0ciKioKb7/9NvLz87FgwQK5UyMiIiKZOX0hNGvWLFy6dAkrV65EcXExIiIisHXrVoSHh8udGhEREcnM6ecRul2cR4iIiMjxtPT+7dR9hIiIiIhuhIUQERERuSwWQkREROSyWAgRERGRy2IhRERERC6LhRARERG5LBZCRERE5LJYCBEREZHLYiFERERELsvpl9i4Xc0TbxsMBpkzISIiopZqvm/fbAENFkI3UVVVBQAICwuTORMiIiJqraqqKmg0muse51pjN2GxWFBUVAQfHx8oFIo2fW+DwYCwsDBcuHDBKdcx4/k5Pmc/R56f43P2c+T53TohBKqqqqDT6aBUXr8nEFuEbkKpVCI0NLRdv4evr69T/oI34/k5Pmc/R56f43P2c+T53ZobtQQ1Y2dpIiIiclkshIiIiMhlsRCSkUqlwvLly6FSqeROpV3w/Byfs58jz8/xOfs58vzaHztLExERkctiixARERG5LBZCRERE5LJYCBEREZHLYiFERERELouFUAf4+9//jnHjxqFTp07o0qXLNWPy8/Mxffp0eHt7IyAgAIsWLYLJZLKJyc7ORnR0NNRqNbp164aVK1fedA0VOezduxcKheKaW3p6uhR3reNvvvmmjJm3XI8ePa7K/Y9//KNNTEuuqT3Ky8vD008/jZ49e0KtVqN3795Yvnz5Vbk78vUDgHXr1qFnz57w8vJCZGQkvvvuO7lTuiUJCQkYNWoUfHx8EBQUhPvvvx+nTp2yiZk3b95V12rs2LEyZdx6K1asuCp/rVYrHRdCYMWKFdDpdFCr1bjnnntw7NgxGTNunWv9PVEoFHjuuecAOOb1279/P6ZPnw6dTgeFQoEvv/zS5nhLrpnRaMTChQsREBAAb29vzJgxAwUFBW2eK2eW7gAmkwmPPPIIoqKi8N5771113Gw2Y9q0aQgMDERKSgouXbqEuXPnQgiBtWvXArBOQz5p0iTce++9SE9Px+nTpzFv3jx4e3tj6dKlHX1KNzRu3DgUFxfb7PvrX/+KnTt3YuTIkTb7169fjylTpkhft2QWUHuxcuVKzJ8/X/q6c+fO0v+35Jraq5MnT8JiseCtt95Cnz59kJOTg/nz56OmpgarV6+2iXXU6/fpp59i8eLFWLduHe6880689dZbmDp1Ko4fP47u3bvLnV6r7Nu3D8899xxGjRqFxsZG/PnPf0ZMTAyOHz8Ob29vKW7KlClYv3699LWnp6cc6d6ywYMHY+fOndLXbm5u0v+/8sorWLNmDT744AP069cPL730EiZNmoRTp07Bx8dHjnRbJT09HWazWfo6JycHkyZNwiOPPCLtc7TrV1NTg2HDhuGXv/wlHnrooauOt+SaLV68GN988w0SExPRtWtXLF26FLGxscjIyLC5/rdNUIdZv3690Gg0V+3funWrUCqVorCwUNq3YcMGoVKphF6vF0IIsW7dOqHRaER9fb0Uk5CQIHQ6nbBYLO2e++0wmUwiKChIrFy50mY/AJGUlCRPUrcpPDxc/POf/7zu8ZZcU0fyyiuviJ49e9rsc+TrN3r0aLFgwQKbfQMGDBB//OMfZcqo7ZSWlgoAYt++fdK+uXPnipkzZ8qX1G1avny5GDZs2DWPWSwWodVqxapVq6R99fX1QqPRiDfffLODMmxbv/3tb0Xv3r2lv+2Ofv2u/FvRkmtWWVkpPDw8RGJiohRTWFgolEqlSE5ObtP8+GjMDqSmpiIiIgI6nU7aN3nyZBiNRmRkZEgx0dHRNpNOTZ48GUVFRcjLy+volFvl66+/Rnl5OebNm3fVsfj4eAQEBGDUqFF48803YbFYOj7BW/SPf/wDXbt2xfDhw/H3v//d5tFRS66pI9Hr9fD3979qvyNeP5PJhIyMDMTExNjsj4mJwYEDB2TKqu3o9XoAuOp67d27F0FBQejXrx/mz5+P0tJSOdK7ZWfOnIFOp0PPnj3x2GOP4dy5cwCA3NxclJSU2FxPlUqF6Ohoh7yeJpMJH3/8MZ566imbhb4d/fr9XEuuWUZGBhoaGmxidDodIiIi2vy68tGYHSgpKUFwcLDNPj8/P3h6eqKkpESK6dGjh01M82tKSkrQs2fPDsn1Vrz33nuYPHkywsLCbPb/7W9/w8SJE6FWq7Fr1y4sXboU5eXl+Mtf/iJTpi3329/+FiNGjICfnx8OHTqEZcuWITc3F++++y6All1TR/Hjjz9i7dq1eO2112z2O+r1Ky8vh9lsvur6BAcHO9y1uZIQAkuWLMFdd92FiIgIaf/UqVPxyCOPIDw8HLm5ufjrX/+KCRMmICMjwyFmLB4zZgw++ugj9OvXDxcvXsRLL72EcePG4dixY9I1u9b1PH/+vBzp3pYvv/wSlZWVNh8cHf36Xakl16ykpASenp7w8/O7Kqat/52yELpFK1aswIsvvnjDmPT09Kv6xFzPzyv/ZkIIm/1XxoimjtLXem17uJVzLigowLfffovPPvvsqtif3zCHDx8OwNrvRq4baWvO73e/+520b+jQofDz88PDDz8stRIBLbumHelWrl9RURGmTJmCRx55BL/61a9sYu3t+rXWtf49yXVt2kp8fDyOHj2KlJQUm/2zZs2S/j8iIgIjR45EeHg4tmzZggcffLCj02y1qVOnSv8/ZMgQREVFoXfv3vjwww+lTsPOcj3fe+89TJ061aY12dGv3/XcyjVrj+vKQugWxcfH47HHHrthzJUtONej1Wpx8OBBm30VFRVoaGiQKmatVntVFdzcNHplVd1ebuWc169fj65du2LGjBk3ff+xY8fCYDDg4sWLHXZOP3c717T5j/HZs2fRtWvXFl3Tjtba8ysqKsK9996LqKgovP322zd9f7mvX0sFBATAzc3tmv+e7Dnvm1m4cCG+/vpr7N+/H6GhoTeMDQkJQXh4OM6cOdNB2bUtb29vDBkyBGfOnMH9998PwNqCEBISIsU44vU8f/48du7ciU2bNt0wztGvX/OIvxtdM61WC5PJhIqKCptWodLSUowbN65tE2rTHkd0QzfrLF1UVCTtS0xMvKqzdJcuXYTRaJRiVq1aZdedpS0Wi+jZs6dYunRpi+LXrl0rvLy8bDqEO4pvvvlGABDnz58XQrTsmtqzgoIC0bdvX/HYY4+JxsbGFr3Gka7f6NGjxTPPPGOzb+DAgQ7ZWdpisYjnnntO6HQ6cfr06Ra9pry8XKhUKvHhhx+2c3bto76+XnTr1k28+OKLUsfbf/zjH9Jxo9HokJ2lly9fLrRarWhoaLhhnKNdP1yns/SNrllzZ+lPP/1UiikqKmqXztIshDrA+fPnRWZmpnjxxRdF586dRWZmpsjMzBRVVVVCCCEaGxtFRESEmDhxojhy5IjYuXOnCA0NFfHx8dJ7VFZWiuDgYPH444+L7OxssWnTJuHr6ytWr14t12nd1M6dOwUAcfz48auOff311+Ltt98W2dnZ4uzZs+Kdd94Rvr6+YtGiRTJk2joHDhwQa9asEZmZmeLcuXPi008/FTqdTsyYMUOKack1tVeFhYWiT58+YsKECaKgoEAUFxdLWzNHvn5CWItSDw8P8d5774njx4+LxYsXC29vb5GXlyd3aq32zDPPCI1GI/bu3WtzrWpra4UQQlRVVYmlS5eKAwcOiNzcXLFnzx4RFRUlunXrJgwGg8zZt8zSpUvF3r17xblz50RaWpqIjY0VPj4+0vVatWqV0Gg0YtOmTSI7O1s8/vjjIiQkxGHOTwghzGaz6N69u3jhhRds9jvq9auqqpLudQCkv5nNHxZbcs0WLFggQkNDxc6dO8WRI0fEhAkTxLBhw1r84aylWAh1gLlz5woAV2179uyRYs6fPy+mTZsm1Gq18Pf3F/Hx8Vd9sj569KgYP368UKlUQqvVihUrVthta5AQQjz++ONi3Lhx1zy2bds2MXz4cNG5c2fRqVMnERERIf71r3/d9JOQPcjIyBBjxowRGo1GeHl5if79+4vly5eLmpoam7iWXFN7tH79+mv+vv68AdmRr1+z//znPyI8PFx4enqKESNG2Aw3dyTXu1br168XQghRW1srYmJiRGBgoPDw8BDdu3cXc+fOFfn5+fIm3gqzZs0SISEhwsPDQ+h0OvHggw+KY8eOScctFovUmqJSqcTdd98tsrOzZcy49b799lsBQJw6dcpmv6Nevz179lzz93Lu3LlCiJZds7q6OhEfHy/8/f2FWq0WsbGx7XLeCiHscGpiIiIiog7AeYSIiIjIZbEQIiIiIpfFQoiIiIhcFgshIiIiclkshIiIiMhlsRAiIiIil8VCiIiIiFwWCyEiIiJyWSyEiIiIyGWxECIiIiKXxUKIiIiIXBYLISIiInJZ/x8C3aSof1zFDgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cost_value = []\n",
    "for w in range(-100,101):\n",
    "    cost = compute_cost(x,y,w,0)\n",
    "    cost_value.append(cost)\n",
    "plt.plot(range(-100,101),cost_value)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "c4a1a45b-b66e-4cff-a03b-41174eea19ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cost_value = []\n",
    "for b in range(-100,101):\n",
    "    cost = compute_cost(x,y,2,b)\n",
    "    cost_value.append(cost)\n",
    "plt.plot(range(-100,101),cost_value)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "497acd72-51e6-48d0-8256-476af32ec816",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[461185.0069697 , 459973.36757576, 458763.72818182, ...,\n",
       "        260286.4069697 , 259470.76757576, 258657.12818182],\n",
       "       [453468.4380303 , 452266.56227273, 451066.68651515, ...,\n",
       "        254503.0380303 , 253697.16227273, 252893.28651515],\n",
       "       [445817.42      , 444625.30787879, 443435.19575758, ...,\n",
       "        248785.22      , 247989.10787879, 247194.99575758],\n",
       "       ...,\n",
       "       [211743.7369697 , 212465.29757576, 213188.85818182, ...,\n",
       "        393618.7369697 , 394736.29757576, 395855.85818182],\n",
       "       [217006.2480303 , 217737.57227273, 218470.89651515, ...,\n",
       "        400814.4480303 , 401941.77227273, 403071.09651515],\n",
       "       [222334.31      , 223075.39787879, 223818.48575758, ...,\n",
       "        408075.71      , 409212.79787879, 410351.88575758]])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "ws = np.arange(-100, 101)\n",
    "bs = np.arange(-100, 101)\n",
    "costs = np.zeros((201, 201))\n",
    "\n",
    "i = 0\n",
    "for w in ws: \n",
    "  j = 0\n",
    "  for b in bs: \n",
    "    cost = compute_cost(x, y, w, b)\n",
    "    costs[i,j] = cost\n",
    "    j = j+1\n",
    "  i = i+1\n",
    "\n",
    "costs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "23e5f055-36dd-48da-8659-2a5b14fb3056",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 23545 (\\N{CJK UNIFIED IDEOGRAPH-5BF9}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 24212 (\\N{CJK UNIFIED IDEOGRAPH-5E94}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "C:\\Users\\m1367\\anaconda3\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from font(s) DejaVu Sans.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当w=[2], b=[8] 会有最小的cost:[2.87151515]\n"
     ]
    }
   ],
   "source": [
    "import matplotlib as mpl \n",
    "from matplotlib.font_manager import fontManager\n",
    "\n",
    "#fontManager.addfont(\"SimHei.ttf\")\n",
    "#mpl.rc('font', family=\"SimHei\")\n",
    "\n",
    "plt.figure(figsize=(7, 7))\n",
    "ax = plt.axes(projection=\"3d\")\n",
    "ax.view_init(30, 50)\n",
    "ax.xaxis.set_pane_color((0, 0, 0))\n",
    "ax.yaxis.set_pane_color((0, 0, 0))\n",
    "ax.zaxis.set_pane_color((0, 0, 0))\n",
    "\n",
    "b_grid, w_grid = np.meshgrid(bs, ws)\n",
    "# https://wangyeming.github.io/2018/11/12/numpy-meshgrid/\n",
    "\n",
    "ax.plot_surface(w_grid, b_grid, costs, cmap=\"Spectral_r\", alpha=0.7)\n",
    "ax.plot_wireframe(w_grid, b_grid, costs, color=\"black\", alpha=0.1)\n",
    "\n",
    "ax.set_title(\"w b 对应的 cost\")\n",
    "ax.set_xlabel(\"w\")\n",
    "ax.set_ylabel(\"b\")\n",
    "ax.set_zlabel(\"cost\")\n",
    "\n",
    "w_index, b_index = np.where(costs == np.min(costs))\n",
    "ax.scatter(ws[w_index], bs[b_index], costs[w_index, b_index], color=\"red\", s=40)\n",
    "\n",
    "plt.show()\n",
    "\n",
    "print(f\"当w={ws[w_index]}, b={bs[b_index]} 会有最小的cost:{costs[w_index, b_index]}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25ad8c94-8ee3-4def-8477-8cab7e7f3a9f",
   "metadata": {},
   "source": [
    "# 梯度下降法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "79487d2c-7c48-4ed0-9780-edc6b3a1bd8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_gradient(x, y, w, b):\n",
    "  w_gradient = (x*(w*x+b -y)).mean()\n",
    "  b_gradient = (w*x+b -y).mean()\n",
    "  return w_gradient, b_gradient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2f3c50d6-e786-4c5d-9e77-66f97d6c5563",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_descent(x, y, w_init, b_init, learning_rate, cost_function, gradient_function, run_iter, p_iter=1000):\n",
    "  \n",
    "  c_hist = []\n",
    "  w_hist = []\n",
    "  b_hist = []\n",
    "  \n",
    "  w = w_init\n",
    "  b = b_init\n",
    "\n",
    "  for i in range(run_iter):\n",
    "    w_gradient, b_gradient = gradient_function(x, y, w, b)\n",
    "\n",
    "    w = w - w_gradient*learning_rate\n",
    "    b = b - b_gradient*learning_rate\n",
    "    cost = cost_function(x, y, w, b)\n",
    "\n",
    "    w_hist.append(w)\n",
    "    b_hist.append(b)\n",
    "    c_hist.append(cost)\n",
    "\n",
    "    if i%p_iter == 0:\n",
    "      print(f\"Iteration {i:5} : Cost {cost: .4e}, w: {w: .2e}, b: {b: .2e}, w_gradient: {w_gradient: .2e}, b_gradient: {b_gradient: .2e}\")\n",
    "\n",
    "  return w, b, w_hist, b_hist, c_hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "95909aec-f8e1-4270-b888-bd83aad3f812",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration     0 : Cost  3.5355e+02, w:  1.09e-01, b:  1.81e-02, w_gradient: -1.09e+02, b_gradient: -1.81e+01\n",
      "Iteration  1000 : Cost  8.8106e+00, w:  3.03e+00, b:  2.02e+00, w_gradient:  2.00e-01, b_gradient: -1.33e+00\n",
      "Iteration  2000 : Cost  6.0039e+00, w:  2.85e+00, b:  3.18e+00, w_gradient:  1.53e-01, b_gradient: -1.02e+00\n",
      "Iteration  3000 : Cost  4.3582e+00, w:  2.72e+00, b:  4.08e+00, w_gradient:  1.17e-01, b_gradient: -7.80e-01\n",
      "Iteration  4000 : Cost  3.3933e+00, w:  2.62e+00, b:  4.76e+00, w_gradient:  8.97e-02, b_gradient: -5.98e-01\n",
      "Iteration  5000 : Cost  2.8275e+00, w:  2.54e+00, b:  5.29e+00, w_gradient:  6.87e-02, b_gradient: -4.58e-01\n",
      "Iteration  6000 : Cost  2.4958e+00, w:  2.48e+00, b:  5.69e+00, w_gradient:  5.26e-02, b_gradient: -3.50e-01\n",
      "Iteration  7000 : Cost  2.3013e+00, w:  2.43e+00, b:  6.00e+00, w_gradient:  4.03e-02, b_gradient: -2.68e-01\n",
      "Iteration  8000 : Cost  2.1873e+00, w:  2.40e+00, b:  6.23e+00, w_gradient:  3.09e-02, b_gradient: -2.05e-01\n",
      "Iteration  9000 : Cost  2.1204e+00, w:  2.37e+00, b:  6.41e+00, w_gradient:  2.36e-02, b_gradient: -1.57e-01\n"
     ]
    }
   ],
   "source": [
    "w_init = 0\n",
    "b_init = 0\n",
    "learning_rate = 1.0e-3\n",
    "run_iter = 10000\n",
    "\n",
    "w_final, b_final, w_hist, b_hist, c_hist = gradient_descent(x, y, w_init, b_init, learning_rate, compute_cost, compute_gradient, run_iter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0d935d10-ee75-431d-9171-eb0bc803aee0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "from sklearn import datasets\n",
    "from sklearn.datasets import fetch_california_housing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5c6e1d08-e011-4dd6-9aeb-5d2e1a25b6ee",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'X_train' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[25], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m lr \u001b[38;5;241m=\u001b[39m LinearRegression()\n\u001b[1;32m----> 2\u001b[0m lr\u001b[38;5;241m.\u001b[39mfit(X_train, y_train)\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28mprint\u001b[39m(lr\u001b[38;5;241m.\u001b[39mcoef_)\n\u001b[0;32m      4\u001b[0m \u001b[38;5;28mprint\u001b[39m(lr\u001b[38;5;241m.\u001b[39mintercept_)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'X_train' is not defined"
     ]
    }
   ],
   "source": [
    "lr = LinearRegression()\n",
    "lr.fit(X_train, y_train)\n",
    "print(lr.coef_)\n",
    "print(lr.intercept_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69da7f41-837d-4ec7-9144-ae62a393d6c8",
   "metadata": {},
   "source": [
    "# 作业\n",
    "# DutchAdvert.csv中第二列和第三列分别对应电视和广播的广告报价数据，这两列数据是有相关性的，要求画出散点图，用线性回归拟合，画出拟合的直线并给出直线的方程（y=kx+b 的形式）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7e253739-141b-46c0-974e-c21a8a372c5f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "斜率(k): 0.1362\n",
      "截距(b): 848.9633\n",
      "决定系数(R²): 0.9009\n",
      "拟合直线方程: y = 0.1362x + 848.9633\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "data = pd.read_csv('DutchAdvert.csv')\n",
    "\n",
    "tv_ads = data.iloc[:, 1]  \n",
    "radio_ads = data.iloc[:, 2]  \n",
    "\n",
    "X = tv_ads.values.reshape(-1, 1)  \n",
    "y = radio_ads.values  \n",
    "\n",
    "\n",
    "model = LinearRegression()\n",
    "model.fit(X, y)\n",
    "\n",
    "\n",
    "k = model.coef_[0]  \n",
    "b = model.intercept_  \n",
    "\n",
    "\n",
    "y_pred = model.predict(X)\n",
    "\n",
    "\n",
    "r_squared = model.score(X, y)\n",
    "\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(X, y, color='blue', alpha=0.6, label='Actual data points')\n",
    "plt.plot(X, y_pred, color='red', linewidth=2, label=f'fitted line: y={k:.2f}x+{b:.2f}')\n",
    "plt.title('The Relationship Between TV Advertisements and Radio Advertisements Pricing', fontsize=14)\n",
    "plt.xlabel('TV Advertising Quotation', fontsize=12)\n",
    "plt.ylabel('Broadcast Advertising Rates', fontsize=12)\n",
    "plt.legend(fontsize=10)\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "plt.text(0.05, 0.95, f'R² = {r_squared:.3f}', transform=plt.gca().transAxes, \n",
    "         fontsize=10, verticalalignment='top',\n",
    "         bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.5))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"斜率(k): {k:.4f}\")\n",
    "print(f\"截距(b): {b:.4f}\")\n",
    "print(f\"决定系数(R²): {r_squared:.4f}\")\n",
    "\n",
    "print(f\"拟合直线方程: y = {k:.4f}x + {b:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "55e627b4-8350-4b34-9d6e-5ac7a9d516ad",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
